{"id":"W2296325434","doi":"","title":"Novice Professionals, not Senior Students","year":2001,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000302795,0.0002330862,0.0003313396,0.0011819,0.00018217,0.00002769556,0.0003003198,0.0002656871,0.002175204],"category_scores_gemma":[0.001778513,0.0002030539,0.00003060766,0.001676829,0.0004544917,0.0000946998,0.00009487988,0.0008196674,0.0003203514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001319656,"about_ca_system_score_gemma":0.0008810432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000724844,"about_ca_topic_score_gemma":0.00003724046,"domain_scores_codex":[0.997894,0.00003188165,0.0004339016,0.0004944644,0.0007646677,0.0003810313],"domain_scores_gemma":[0.9983176,0.0002617724,0.0001531451,0.0004311975,0.0006667827,0.0001694899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001528703,0.002567335,0.1707015,0.00008534051,0.00009300218,0.00003237029,0.001010579,9.547765e-8,0.001704782,0.7570065,0.03537317,0.03127246],"study_design_scores_gemma":[0.003559262,0.0004574604,0.4604802,0.001099008,0.0001772378,0.0005268923,0.001091226,0.0001819523,0.003251156,0.4893312,0.03905809,0.0007863229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3368105,0.00009437624,0.00002171638,0.6574519,0.001984005,0.0003913426,0.000005110022,0.0001133022,0.003127808],"genre_scores_gemma":[0.9821605,0.0001621912,0.002444967,0.006002178,0.001100737,0.0004060635,0.0001992852,0.00002415772,0.007499916],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6514497,"threshold_uncertainty_score":0.9987369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03007439561302159,"score_gpt":0.3624280889771798,"score_spread":0.3323536933641582,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}